Big Data Platforms and Applications(Computer Communications and Networks)

大数据平台与应用:案例研究、方法、技术与绩效评估

计算机应用

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作      者
出  版 社
出版时间
2022年09月30日
装      帧
平装
ISBN
9783030388386
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页      码
290
开      本
9.21 x 6.14 x 0.65
语      种
英文
版      次
1
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图书简介
This book provides a review of advanced topics relating to the theory, research, analysis and implementation in the context of big data platforms and their applications, with a focus on methods, techniques, and performance evaluation. The explosive growth in the volume, speed, and variety of data being produced every day requires a continuous increase in the processing speeds of servers and of entire network infrastructures, as well as new resource management models. This poses significant challenges (and provides striking development opportunities) for data intensive and high-performance computing, i.e., how to efficiently turn extremely large datasets into valuable information and meaningful knowledge.The task of context data management is further complicated by the variety of sources such data derives from, resulting in different data formats, with varying storage, transformation, delivery, and archiving requirements. At the same time rapid responses are needed for real-time applications. With the emergence of cloud infrastructures, achieving highly scalable data management in such contexts is a critical problem, as the overall application performance is highly dependent on the properties of the data management service.
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